Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "82"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 82 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 55 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 53 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 82, Node N07:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459870 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.952291 0.568327 -0.330826 6.147583 1.292364 -0.254260 0.118822 -0.825939 0.6913 0.6808 0.3861 nan nan
2459869 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459868 RF_maintenance 100.00% 0.00% 32.81% 0.00% - - 1.465197 0.997946 -0.320395 20.766093 1.464788 85.834680 0.310416 2.241166 0.6710 0.4733 0.4919 nan nan
2459867 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 2.111944 16.754237 -0.399298 48.424909 0.117687 10.373210 0.302457 0.096936 0.6921 0.0808 0.5778 nan nan
2459866 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 1.734370 19.174987 -0.455855 45.996579 1.223043 11.799648 -0.424284 -0.647021 0.6906 0.0647 0.5748 nan nan
2459865 RF_maintenance 100.00% 0.00% 95.81% 0.00% - - 0.130935 21.320614 -0.845552 55.723641 1.879644 24.624006 -0.242434 11.623472 0.7085 0.0787 0.5535 nan nan
2459864 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 3.690493 26.061970 0.891015 22.244479 0.007298 13.385681 0.980896 1.724249 0.6928 0.0776 0.5815 nan nan
2459863 RF_maintenance 100.00% 0.00% 11.92% 0.00% - - 0.076495 12.896179 -1.147637 6.812003 0.501565 8.207235 -0.158433 3.498458 0.6841 0.3143 0.5158 nan nan
2459862 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.488802 4.149082 1.933333 15.715852 2.799641 55.565875 0.261872 7.278819 0.6719 0.5857 0.4399 nan nan
2459861 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459860 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.494099 0.783089 1.826515 0.348784 1.976414 0.266208 -0.412493 -0.940805 0.7079 0.6719 0.4149 nan nan
2459859 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.372244 0.086465 -1.174039 0.811913 0.037652 -0.588075 -0.204674 -0.653706 0.7101 0.6810 0.4059 nan nan
2459858 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.335467 0.279527 -1.244127 0.775532 0.441214 -0.345718 -0.121224 -0.646030 0.7225 0.6857 0.4190 2.891615 2.511030
2459857 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.753695 1.440355 -2.826588 -2.195804 1.886813 0.914576 -0.424562 0.494447 0.0270 0.0266 0.0007 nan nan
2459856 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.925242 1.108072 1.820171 -0.029979 1.472553 0.760190 0.547440 -1.064630 0.7143 0.7024 0.4050 3.148033 2.501539
2459855 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.292341 1.243712 1.680495 -0.156604 0.048379 -0.471971 -0.465061 -1.124180 0.6970 0.7181 0.4353 2.796815 2.312967
2459854 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.416145 1.119429 2.367738 -0.446160 0.586423 -0.664092 1.492625 -0.146962 0.7131 0.7348 0.4414 3.224100 2.586430
2459853 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.600576 0.961513 3.224588 -0.412969 0.007609 -0.211583 -0.252220 -0.924330 0.7383 0.6938 0.4250 3.585473 2.911092
2459852 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.270466 0.540731 3.261269 -0.238052 1.489008 -0.798905 1.954571 -0.671678 0.8211 0.8299 0.2463 3.938487 3.942913
2459847 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.095059 0.482255 5.393217 4.819183 2.142693 0.879160 -0.328683 1.143639 0.7218 0.6695 0.4310 3.639246 2.924093
2459846 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.159681 1.185216 4.368566 4.983391 1.408420 1.412272 0.119836 1.126800 0.8371 0.6751 0.4806 3.725633 3.539333
2459845 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.690694 1.454357 7.875264 5.696692 2.083352 0.692794 0.748907 -0.462204 0.7233 0.7242 0.3845 8.733431 12.889860
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.039065 4.588427 17.730284 12.316321 3.255252 0.019616 0.463619 1.491986 0.0267 0.0265 0.0009 nan nan
2459843 RF_maintenance 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 5.349921 0.583769 0.918936 0.127652 6.868680 4.047646 4.176175 -0.384613 0.7152 0.7401 0.3892 4.225535 3.739949
2459840 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.505394 0.581834 2.190293 1.475255 -0.283766 -0.170012 -0.588026 1.485713 0.0255 0.0254 0.0012 nan nan
2459839 RF_maintenance 100.00% - - - - - 0.039808 -0.146307 16.863774 14.659315 3.517323 2.254141 8.003366 26.419884 nan nan nan nan nan
2459838 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.628447 -0.328088 0.854362 -0.616102 0.793602 -1.554850 -0.934642 -0.987608 0.7411 0.7173 0.4019 4.084318 4.724601
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.576189 0.010174 -0.606531 -0.444311 -0.785669 -1.276246 1.179609 3.150143 0.0618 0.0354 0.0019 nan nan
2459833 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.827617 2.109134 2.276604 0.781503 -0.882129 -1.087321 0.683629 2.788298 0.0666 0.0468 0.0029 nan nan
2459832 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.864158 0.167563 0.840519 0.162011 1.371869 -0.939349 -0.199279 -1.014853 0.8115 0.5492 0.5663 2.992907 3.054841
2459831 RF_maintenance 100.00% 0.00% 55.11% 0.00% - - 2.954554 0.403556 20.390631 17.728664 5.455424 3.768459 -0.168096 1.949944 0.5195 0.4030 0.0495 nan nan
2459830 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.238427 1.015880 1.556791 0.238860 -0.857066 -1.381797 -0.419362 -0.902231 0.8144 0.5731 0.5409 5.201088 5.448701
2459829 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.415672 0.694852 1.763229 0.272775 0.583046 -0.027267 -1.008693 -1.256019 0.7566 0.6814 0.3957 12.992428 8.446682
2459828 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.004692 0.933351 1.440371 0.469326 -0.046502 -1.160611 -0.074405 -0.130404 0.8158 0.5754 0.5338 4.998168 5.077549
2459827 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.680130 0.822632 2.830661 -0.289711 -0.398164 0.394527 4.085214 9.260892 0.7557 0.6849 0.4017 10.225162 7.907942
2459826 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.490508 0.989447 1.896089 0.256720 0.704349 -0.873610 -0.234942 -0.598354 0.8061 0.5734 0.5230 10.732130 8.728361
2459825 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.691188 0.340779 0.705323 0.930712 -0.919066 -0.191208 0.552881 0.625717 0.8123 0.5994 0.5113 7.715748 8.724469
2459824 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.460545 -0.195360 0.988073 -0.121399 -0.597979 -1.052103 -0.411956 -0.700752 0.7179 0.7460 0.3596 8.554843 6.476259
2459823 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.524845 0.001722 1.844314 2.480797 -0.076600 0.519363 1.531980 0.746816 0.7553 0.6590 0.4468 63.227405 33.892769
2459822 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.113422 0.081588 3.213660 2.907046 0.393637 -0.301969 17.273789 5.298724 0.8040 0.6108 0.5064 7.025698 5.050796
2459821 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.493997 0.435040 0.987092 2.187279 2.884481 -0.102583 20.197469 6.155035 0.8047 0.6311 0.5078 5.406956 4.026421
2459820 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.447806 0.469654 1.739414 0.650641 4.040130 -1.613761 0.200846 -0.593936 0.7613 0.6956 0.4168 4.747176 4.050732
2459817 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.375736 -0.553245 0.630317 0.577636 -0.043673 -0.654439 -0.646183 -0.754399 0.8118 0.6659 0.4971 3.624816 3.283452
2459816 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.235587 0.211896 1.970368 0.030074 1.401869 -0.651377 -0.888960 -0.863057 0.8451 0.6011 0.5947 3.621809 3.177733
2459815 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.048616 -0.248756 0.512301 0.291736 2.310887 -0.601431 0.663509 -0.486092 0.8096 0.6836 0.5019 4.101606 3.314940
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.265099 1.048033 -0.525231 0.385258 1.464740 0.304118 0.339466 0.060574 0.7846 0.7374 0.3851 10.729806 6.218161

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 82: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Power 6.147583 2.952291 0.568327 -0.330826 6.147583 1.292364 -0.254260 0.118822 -0.825939

Antenna 82: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 82: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Temporal Variability 85.834680 1.465197 0.997946 -0.320395 20.766093 1.464788 85.834680 0.310416 2.241166

Antenna 82: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Power 48.424909 2.111944 16.754237 -0.399298 48.424909 0.117687 10.373210 0.302457 0.096936

Antenna 82: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Power 45.996579 19.174987 1.734370 45.996579 -0.455855 11.799648 1.223043 -0.647021 -0.424284

Antenna 82: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Power 55.723641 0.130935 21.320614 -0.845552 55.723641 1.879644 24.624006 -0.242434 11.623472

Antenna 82: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Shape 26.061970 26.061970 3.690493 22.244479 0.891015 13.385681 0.007298 1.724249 0.980896

Antenna 82: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Shape 12.896179 0.076495 12.896179 -1.147637 6.812003 0.501565 8.207235 -0.158433 3.498458

Antenna 82: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Temporal Variability 55.565875 0.488802 4.149082 1.933333 15.715852 2.799641 55.565875 0.261872 7.278819

Antenna 82: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 82: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Temporal Variability 1.976414 0.494099 0.783089 1.826515 0.348784 1.976414 0.266208 -0.412493 -0.940805

Antenna 82: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 1.372244 1.372244 0.086465 -1.174039 0.811913 0.037652 -0.588075 -0.204674 -0.653706

Antenna 82: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 1.335467 0.279527 1.335467 0.775532 -1.244127 -0.345718 0.441214 -0.646030 -0.121224

Antenna 82: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Temporal Variability 1.886813 1.440355 -0.753695 -2.195804 -2.826588 0.914576 1.886813 0.494447 -0.424562

Antenna 82: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 1.925242 1.925242 1.108072 1.820171 -0.029979 1.472553 0.760190 0.547440 -1.064630

Antenna 82: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 2.292341 1.243712 2.292341 -0.156604 1.680495 -0.471971 0.048379 -1.124180 -0.465061

Antenna 82: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Power 2.367738 1.119429 1.416145 -0.446160 2.367738 -0.664092 0.586423 -0.146962 1.492625

Antenna 82: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 3.600576 0.961513 3.600576 -0.412969 3.224588 -0.211583 0.007609 -0.924330 -0.252220

Antenna 82: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Power 3.261269 -0.270466 0.540731 3.261269 -0.238052 1.489008 -0.798905 1.954571 -0.671678

Antenna 82: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Power 5.393217 0.482255 2.095059 4.819183 5.393217 0.879160 2.142693 1.143639 -0.328683

Antenna 82: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Power 4.983391 2.159681 1.185216 4.368566 4.983391 1.408420 1.412272 0.119836 1.126800

Antenna 82: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Power 7.875264 1.454357 3.690694 5.696692 7.875264 0.692794 2.083352 -0.462204 0.748907

Antenna 82: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Power 17.730284 0.039065 4.588427 17.730284 12.316321 3.255252 0.019616 0.463619 1.491986

Antenna 82: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Temporal Variability 6.868680 0.583769 5.349921 0.127652 0.918936 4.047646 6.868680 -0.384613 4.176175

Antenna 82: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Power 2.190293 -0.505394 0.581834 2.190293 1.475255 -0.283766 -0.170012 -0.588026 1.485713

Antenna 82: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Temporal Discontinuties 26.419884 -0.146307 0.039808 14.659315 16.863774 2.254141 3.517323 26.419884 8.003366

Antenna 82: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Power 0.854362 -0.328088 -0.628447 -0.616102 0.854362 -1.554850 0.793602 -0.987608 -0.934642

Antenna 82: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Temporal Discontinuties 3.150143 0.010174 -0.576189 -0.444311 -0.606531 -1.276246 -0.785669 3.150143 1.179609

Antenna 82: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Temporal Discontinuties 2.788298 2.109134 0.827617 0.781503 2.276604 -1.087321 -0.882129 2.788298 0.683629

Antenna 82: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 3.864158 3.864158 0.167563 0.840519 0.162011 1.371869 -0.939349 -0.199279 -1.014853

Antenna 82: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Power 20.390631 2.954554 0.403556 20.390631 17.728664 5.455424 3.768459 -0.168096 1.949944

Antenna 82: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 7.238427 7.238427 1.015880 1.556791 0.238860 -0.857066 -1.381797 -0.419362 -0.902231

Antenna 82: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Power 1.763229 0.694852 -0.415672 0.272775 1.763229 -0.027267 0.583046 -1.256019 -1.008693

Antenna 82: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 6.004692 0.933351 6.004692 0.469326 1.440371 -1.160611 -0.046502 -0.130404 -0.074405

Antenna 82: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Temporal Discontinuties 9.260892 6.680130 0.822632 2.830661 -0.289711 -0.398164 0.394527 4.085214 9.260892

Antenna 82: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 5.490508 0.989447 5.490508 0.256720 1.896089 -0.873610 0.704349 -0.598354 -0.234942

Antenna 82: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 5.691188 0.340779 5.691188 0.930712 0.705323 -0.191208 -0.919066 0.625717 0.552881

Antenna 82: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 4.460545 4.460545 -0.195360 0.988073 -0.121399 -0.597979 -1.052103 -0.411956 -0.700752

Antenna 82: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 4.524845 0.001722 4.524845 2.480797 1.844314 0.519363 -0.076600 0.746816 1.531980

Antenna 82: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Temporal Discontinuties 17.273789 6.113422 0.081588 3.213660 2.907046 0.393637 -0.301969 17.273789 5.298724

Antenna 82: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Temporal Discontinuties 20.197469 0.435040 6.493997 2.187279 0.987092 -0.102583 2.884481 6.155035 20.197469

Antenna 82: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 6.447806 6.447806 0.469654 1.739414 0.650641 4.040130 -1.613761 0.200846 -0.593936

Antenna 82: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 3.375736 3.375736 -0.553245 0.630317 0.577636 -0.043673 -0.654439 -0.646183 -0.754399

Antenna 82: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 3.235587 0.211896 3.235587 0.030074 1.970368 -0.651377 1.401869 -0.863057 -0.888960

Antenna 82: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Temporal Variability 2.310887 -0.248756 -0.048616 0.291736 0.512301 -0.601431 2.310887 -0.486092 0.663509

Antenna 82: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 82: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Shape 9.265099 1.048033 9.265099 0.385258 -0.525231 0.304118 1.464740 0.060574 0.339466
In [ ]: